Feng Shi, Tongxi Lu, Shuning Yang, Zhuang Miao, Ye Yang, Wenwen Zhang, Ruiqing He. Target recognition method based on single-pixel imaging system and deep learning in the noisy environment[J]. Infrared and Laser Engineering, 2020, 49(6): 20200010
- Infrared and Laser Engineering
- Vol. 49, Issue 6, 20200010 (2020)
Fig. 1. Procedure of experiment
Fig. 2. Classical ghost imaging system based on thermal source
Fig. 3. Composition of ResNet and ResNet _V2. (a) Composition of ResNet; (b) composition of ResNet_V2
Fig. 4. Rearrangement of non-imaged samples and pseudo-color mapping method
Fig. 5. Preprocessing (a) and inferring (b) time for the recognition methods using non-imaged and imaged sample respectively
Fig. 6. Recognition accuracy for the targets with different sparsity ratios
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Table 1. Recognition results using non-imaged samples
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Table 2. Recognition results using imaged samples
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